Machine Learning

An Attention Model With Transfer Embeddings to Classify Pneumonia-Related Bilingual Imaging Reports: Algorithm Development and Validation

Hyung Park, Min Song, Eun Byul Lee, Bo Kyung Seo, Chang Min Choi

JMIR Med Inform 2021 (May 17); 9(5):e24803

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Deciphering the Efficacy and Mechanisms of Chinese Herbal Medicine for Diabetic Kidney Disease by Integrating Web-Based Biochemical Databases and Real-World Clinical Data: Retrospective Cohort Study

Chien-Wei Wu, Hsing-Yu Chen, Ching-Wei Yang, Yu-Chun Chen

JMIR Med Inform 2021 (May 11); 9(5):e27614

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Automated Generation of Personalized Shock Wave Lithotripsy Protocols: Treatment Planning Using Deep Learning

Zhipeng Chen, Daniel D Zeng, Ryan G N Seltzer, Blake D Hamilton

JMIR Med Inform 2021 (May 11); 9(5):e24721

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Learning From Clinical Consensus Diagnosis in India to Facilitate Automatic Classification of Dementia: Machine Learning Study

Haomiao Jin, Sandy Chien, Erik Meijer, Pranali Khobragade, Jinkook Lee

JMIR Ment Health 2021 (May 10); 8(5):e27113

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The Use of Closed-Circuit Television and Video in Suicide Prevention: Narrative Review and Future Directions

Sandersan Onie, Xun Li, Morgan Liang, Arcot Sowmya, Mark Erik Larsen

JMIR Ment Health 2021 (May 07); 8(5):e27663

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Medical Specialty Recommendations by an Artificial Intelligence Chatbot on a Smartphone: Development and Deployment

Hyeonhoon Lee, Jaehyun Kang, Jonghyeon Yeo

J Med Internet Res 2021 (May 06); 23(5):e27460

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Use of Machine Learning Algorithms to Predict the Understandability of Health Education Materials: Development and Evaluation Study

Meng Ji, Yanmeng Liu, Mengdan Zhao, Ziqing Lyu, Boren Zhang, Xin Luo, Yanlin Li, Yin Zhong

JMIR Med Inform 2021 (May 06); 9(5):e28413

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Acute Exacerbation of a Chronic Obstructive Pulmonary Disease Prediction System Using Wearable Device Data, Machine Learning, and Deep Learning: Development and Cohort Study

Chia-Tung Wu, Guo-Hung Li, Chun-Ta Huang, Yu-Chieh Cheng, Chi-Hsien Chen, Jung-Yien Chien, Ping-Hung Kuo, Lu-Cheng Kuo, Feipei Lai

JMIR Mhealth Uhealth 2021 (May 06); 9(5):e22591

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Pain Assessment Tool With Electrodermal Activity for Postoperative Patients: Method Validation Study

Seyed Amir Hossein Aqajari, Rui Cao, Emad Kasaeyan Naeini, Michael-David Calderon, Kai Zheng, Nikil Dutt, Pasi Liljeberg, Sanna Salanterä, Ariana M Nelson, Amir M Rahmani

JMIR Mhealth Uhealth 2021 (May 05); 9(5):e25258

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Extracting Drug Names and Associated Attributes From Discharge Summaries: Text Mining Study

Ghada Alfattni, Maksim Belousov, Niels Peek, Goran Nenadic

JMIR Med Inform 2021 (May 05); 9(5):e24678

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Predicting Intensive Care Unit Length of Stay and Mortality Using Patient Vital Signs: Machine Learning Model Development and Validation

Khalid Alghatani, Nariman Ammar, Abdelmounaam Rezgui, Arash Shaban-Nejad

JMIR Med Inform 2021 (May 05); 9(5):e21347

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Machine Learning and Natural Language Processing in Mental Health: Systematic Review

Aziliz Le Glaz, Yannis Haralambous, Deok-Hee Kim-Dufor, Philippe Lenca, Romain Billot, Taylor C Ryan, Jonathan Marsh, Jordan DeVylder, Michel Walter, Sofian Berrouiguet, Christophe Lemey

J Med Internet Res 2021 (May 04); 23(5):e15708

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Emotions of COVID-19: Content Analysis of Self-Reported Information Using Artificial Intelligence

Achini Adikari, Rashmika Nawaratne, Daswin De Silva, Sajani Ranasinghe, Oshadi Alahakoon, Damminda Alahakoon

J Med Internet Res 2021 (Apr 30); 23(4):e27341

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Improved Low-Glucose Predictive Alerts Based on Sustained Hypoglycemia: Model Development and Validation Study

Darpit Dave, Madhav Erraguntla, Mark Lawley, Daniel DeSalvo, Balakrishna Haridas, Siripoom McKay, Chester Koh

JMIR Diabetes 2021 (Apr 29); 6(2):e26909

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Application of Artificial Intelligence for Screening COVID-19 Patients Using Digital Images: Meta-analysis

Tahmina Nasrin Poly, Md Mohaimenul Islam, Yu-Chuan Jack Li, Belal Alsinglawi, Min-Huei Hsu, Wen Shan Jian, Hsuan-Chia Yang

JMIR Med Inform 2021 (Apr 29); 9(4):e21394

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Predictability of COVID-19 Hospitalizations, Intensive Care Unit Admissions, and Respiratory Assistance in Portugal: Longitudinal Cohort Study

André Patrício, Rafael S Costa, Rui Henriques

J Med Internet Res 2021 (Apr 28); 23(4):e26075

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Digital Biomarkers of Symptom Burden Self-Reported by Perioperative Patients Undergoing Pancreatic Surgery: Prospective Longitudinal Study

Carissa A Low, Meng Li, Julio Vega, Krina C Durica, Denzil Ferreira, Vernissia Tam, Melissa Hogg, Herbert Zeh III, Afsaneh Doryab, Anind K Dey

JMIR Cancer 2021 (Apr 27); 7(2):e27975

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Deep Convolutional Neural Network–Based Computer-Aided Detection System for COVID-19 Using Multiple Lung Scans: Design and Implementation Study

Mustafa Ghaderzadeh, Farkhondeh Asadi, Ramezan Jafari, Davood Bashash, Hassan Abolghasemi, Mehrad Aria

J Med Internet Res 2021 (Apr 26); 23(4):e27468

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Leveraging Social Media Activity and Machine Learning for HIV and Substance Abuse Risk Assessment: Development and Validation Study

Anaelia Ovalle, Orpaz Goldstein, Mohammad Kachuee, Elizabeth S C Wu, Chenglin Hong, Ian W Holloway, Majid Sarrafzadeh

J Med Internet Res 2021 (Apr 26); 23(4):e22042

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Machine Learning–Based Prediction of Growth in Confirmed COVID-19 Infection Cases in 114 Countries Using Metrics of Nonpharmaceutical Interventions and Cultural Dimensions: Model Development and Validation

Arnold YS Yeung, Francois Roewer-Despres, Laura Rosella, Frank Rudzicz

J Med Internet Res 2021 (Apr 23); 23(4):e26628

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